Joseph CostaandClaude Opus 4.8
9938d46a67
A stdlib pre-router in front of Ollama with LiteLLM backend: - auto model selection by content/tools/modality, with fallbacks - OpenAI /v1, Anthropic /v1/messages, and Ollama-native /api/* endpoints - Whisper-shaped /v1/audio/transcriptions + in-chat audio - key-based fleet policies (e.g. force a client onto uncensored models) - optional Bearer auth; launchd/systemd service install - benchmark harnesses (speed, quality, agentic tool use) with sample results Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
1.0 KiB
1.0 KiB
Agentic tool-use benchmark — 2026-07-03 18:18
Via Ollama tools API. Each column 0/1 (or %). abstain = correctly did NOT call a tool when none was needed.
| Model | Overall | Invoke | Args | Select | MultiArg | UseResult | Abstain |
|---|---|---|---|---|---|---|---|
qwen3-vl:30b-a3b-instruct |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3-vl:8b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3-coder:30b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
glm-4.7-flash:latest |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gpt-oss:20b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3.6:35b-a3b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gemma4:31b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gemma4:26b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3.6:27b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gemma4:e4b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3:14b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gemma4:12b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
gemma4:e2b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |
qwen3:8b |
100% | 1 | 1 | 1 | 1 | 1 | 1 |